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How It Works · Framework Overview

The whole operating model in one view.

The complete Qapitol AI Assurance Framework maps three assurance dimensions across six lifecycle stages — wrapped by the offerings that deliver them and the outcomes they produce. It’s the operating model behind everything else.

The AI Assurance Framework
1 · Snapshot2 · Sign-Off3 · ManagedDELIVERSSTAGE →PlanDesignBuildEvaluateReleaseRunAppAgentDataVisibilityControlEvidenceSign-offPRODUCES

Three assurance domains, six lifecycle stages — every cell covered. Wrapped by the offerings that deliver it and the outcomes it produces.

How to read it

Three dimensions, six stages, one operating model.

Read it as a grid. Down the side: the three assurance dimensions — App, Agent and Data. Across the top: the six lifecycle stages — Plan, Design, Build, Evaluate, Release, Run. Every cell is covered, because control isn’t something you apply once.

Wrapping the grid: the offerings at the top — Snapshot, Sign-Off, Managed — and the outcomes at the bottom: Visibility, Control, Evidence, Sign-off. The framework is the model behind the Snapshot, the Sign-Off Program, and Managed Assurance.

Down the side

The three assurance dimensions.

App

The application surface — copilots, assistants and AI features people touch.

Agent

The agents that act — tool-calling, multi-step, decision-making systems.

Data

The data layer underneath — retrieval, features and the flows both depend on.

Across the top

The six lifecycle stages.

Plan
Design
Build
Evaluate
Release
Run
What wraps the grid

The offerings deliver it. The outcomes are what you get.

Top wrapper · Delivers
  • Snapshot

    See where your AI sits — and what cannot be signed off yet.

  • Sign-Off

    Close the gaps until every system moves to approved.

  • Managed

    Keep control in production as systems and risk change.

Bottom wrapper · Produces
Visibility
Control
Evidence
Sign-off
Why the whole matrix matters

AI fails at the seams.

AI fails at the seams — a control applied at Build but never verified at Release, a dimension assured for the app but ignored for the agent behind it. A framework that covers every dimension at every stage is what closes those seams.

That’s the point of the full picture: not that any single cell is impressive, but that nothing is left uncovered between your AI ambition and your operational risk.

Start with your exposure.

See where your AI sits on this matrix — and what cannot be signed off yet.